World bank trade data about the import and export of metal and ore as a percentage of a nations merchandise trade is joined with merchandise trade data. The data is then mutated to develop a net export variable. The datatype of the variables are analyzed and adapted. The data is then scanned for missing data and changed. The datset's outliers are also visualized.